Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 1200 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 318.9 KiB |
| Average record size in memory | 272.1 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 17 |
| Boolean | 2 |
Over18 has constant value "" | Constant |
StandardHours has constant value "" | Constant |
PercentSalaryHike is highly overall correlated with PerformanceRating | High correlation |
YearsAtCompany is highly overall correlated with YearsInCurrentRole | High correlation |
YearsInCurrentRole is highly overall correlated with YearsAtCompany | High correlation |
Department is highly overall correlated with JobRole | High correlation |
JobRole is highly overall correlated with Department | High correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | High correlation |
PerformanceRating is highly imbalanced (50.0%) | Imbalance |
id has unique values | Unique |
DailyRate has unique values | Unique |
DistanceFromHome has unique values | Unique |
NumCompaniesWorked has 167 (13.9%) zeros | Zeros |
TrainingTimesLastYear has 53 (4.4%) zeros | Zeros |
YearsAtCompany has 23 (1.9%) zeros | Zeros |
YearsInCurrentRole has 208 (17.3%) zeros | Zeros |
YearsSinceLastPromotion has 499 (41.6%) zeros | Zeros |
YearsWithCurrManager has 239 (19.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-01 12:18:27.123608 |
|---|---|
| Analysis finished | 2023-07-01 12:18:50.748465 |
| Duration | 23.62 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
id
Real number (ℝ)
| Distinct | 1200 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1013.0758 |
| Minimum | 0 |
|---|---|
| Maximum | 1998 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 108.85 |
| Q1 | 508.75 |
| median | 1018 |
| Q3 | 1519.25 |
| 95-th percentile | 1907.05 |
| Maximum | 1998 |
| Range | 1998 |
| Interquartile range (IQR) | 1010.5 |
Descriptive statistics
| Standard deviation | 575.72604 |
|---|---|
| Coefficient of variation (CV) | 0.5682951 |
| Kurtosis | -1.2027504 |
| Mean | 1013.0758 |
| Median Absolute Deviation (MAD) | 506 |
| Skewness | -0.024972633 |
| Sum | 1215691 |
| Variance | 331460.47 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 1365 | 1 | 0.1% |
| 1360 | 1 | 0.1% |
| 1354 | 1 | 0.1% |
| 1353 | 1 | 0.1% |
| 1352 | 1 | 0.1% |
| 1351 | 1 | 0.1% |
| 1350 | 1 | 0.1% |
| 1349 | 1 | 0.1% |
| 1348 | 1 | 0.1% |
| Other values (1190) | 1190 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 3 | 1 | |
| 7 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 15 | 1 | |
| 20 | 1 | |
| 21 | 1 | |
| 23 | 1 |
| Value | Count | Frequency (%) |
| 1998 | 1 | |
| 1997 | 1 | |
| 1996 | 1 | |
| 1994 | 1 | |
| 1988 | 1 | |
| 1987 | 1 | |
| 1986 | 1 | |
| 1984 | 1 | |
| 1980 | 1 | |
| 1976 | 1 |
Age
Real number (ℝ)
| Distinct | 36 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.701667 |
| Minimum | 17 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 26 |
| median | 34 |
| Q3 | 37 |
| 95-th percentile | 47 |
| Maximum | 56 |
| Range | 39 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.2821994 |
|---|---|
| Coefficient of variation (CV) | 0.25326536 |
| Kurtosis | -0.51904912 |
| Mean | 32.701667 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.066480782 |
| Sum | 39242 |
| Variance | 68.594826 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 37 | 221 | |
| 26 | 159 | |
| 34 | 146 | |
| 25 | 125 | |
| 35 | 67 | 5.6% |
| 27 | 59 | 4.9% |
| 17 | 50 | 4.2% |
| 46 | 48 | 4.0% |
| 18 | 46 | 3.8% |
| 45 | 39 | 3.2% |
| Other values (26) | 240 |
| Value | Count | Frequency (%) |
| 17 | 50 | 4.2% |
| 18 | 46 | 3.8% |
| 19 | 6 | 0.5% |
| 20 | 3 | 0.2% |
| 22 | 2 | 0.2% |
| 25 | 125 | |
| 26 | 159 | |
| 27 | 59 | 4.9% |
| 28 | 20 | 1.7% |
| 29 | 12 | 1.0% |
| Value | Count | Frequency (%) |
| 56 | 1 | 0.1% |
| 55 | 1 | 0.1% |
| 53 | 3 | 0.2% |
| 52 | 3 | 0.2% |
| 51 | 2 | 0.2% |
| 50 | 7 | 0.6% |
| 49 | 7 | 0.6% |
| 48 | 16 | 1.3% |
| 47 | 28 | |
| 46 | 48 |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.554167 |
| Min length | 10 |
Characters and Unicode
| Total characters | 16265 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Rarely |
| 3rd row | Travel_Rarely |
| 4th row | Travel_Rarely |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 808 | |
| Travel_Frequently | 263 | 21.9% |
| Non-Travel | 129 | 10.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 808 | |
| travel_frequently | 263 | 21.9% |
| non-travel | 129 | 10.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2534 | |
| r | 2271 | |
| l | 2271 | |
| a | 2008 | |
| T | 1200 | |
| v | 1200 | |
| y | 1071 | |
| _ | 1071 | |
| R | 808 | 5.0% |
| n | 392 | 2.4% |
| Other values (7) | 1439 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 12665 | |
| Uppercase Letter | 2400 | 14.8% |
| Connector Punctuation | 1071 | 6.6% |
| Dash Punctuation | 129 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2534 | |
| r | 2271 | |
| l | 2271 | |
| a | 2008 | |
| v | 1200 | |
| y | 1071 | |
| n | 392 | 3.1% |
| q | 263 | 2.1% |
| u | 263 | 2.1% |
| t | 263 | 2.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1200 | |
| R | 808 | |
| F | 263 | 11.0% |
| N | 129 | 5.4% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1071 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 129 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15065 | |
| Common | 1200 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2534 | |
| r | 2271 | |
| l | 2271 | |
| a | 2008 | |
| T | 1200 | |
| v | 1200 | |
| y | 1071 | |
| R | 808 | 5.4% |
| n | 392 | 2.6% |
| F | 263 | 1.7% |
| Other values (5) | 1047 |
Common
| Value | Count | Frequency (%) |
| _ | 1071 | |
| - | 129 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16265 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2534 | |
| r | 2271 | |
| l | 2271 | |
| a | 2008 | |
| T | 1200 | |
| v | 1200 | |
| y | 1071 | |
| _ | 1071 | |
| R | 808 | 5.0% |
| n | 392 | 2.4% |
| Other values (7) | 1439 |
DailyRate
Real number (ℝ)
| Distinct | 1200 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 750.75416 |
| Minimum | 59.231581 |
|---|---|
| Maximum | 1484.9793 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 59.231581 |
|---|---|
| 5-th percentile | 83.848354 |
| Q1 | 403.94604 |
| median | 736.87346 |
| Q3 | 1092.4435 |
| 95-th percentile | 1365.1237 |
| Maximum | 1484.9793 |
| Range | 1425.7477 |
| Interquartile range (IQR) | 688.49745 |
Descriptive statistics
| Standard deviation | 415.42092 |
|---|---|
| Coefficient of variation (CV) | 0.55333815 |
| Kurtosis | -1.1789886 |
| Mean | 750.75416 |
| Median Absolute Deviation (MAD) | 339.74135 |
| Skewness | -0.067427044 |
| Sum | 900904.99 |
| Variance | 172574.54 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 450.9414761 | 1 | 0.1% |
| 1233.337111 | 1 | 0.1% |
| 664.2526387 | 1 | 0.1% |
| 457.5017384 | 1 | 0.1% |
| 1256.236434 | 1 | 0.1% |
| 1015.368774 | 1 | 0.1% |
| 65.94567025 | 1 | 0.1% |
| 992.8258237 | 1 | 0.1% |
| 360.6902588 | 1 | 0.1% |
| 677.2819696 | 1 | 0.1% |
| Other values (1190) | 1190 |
| Value | Count | Frequency (%) |
| 59.23158071 | 1 | |
| 59.51664581 | 1 | |
| 59.5956616 | 1 | |
| 60.15841398 | 1 | |
| 61.27188898 | 1 | |
| 61.66784652 | 1 | |
| 61.773276 | 1 | |
| 61.96507656 | 1 | |
| 62.1432704 | 1 | |
| 63.10039212 | 1 |
| Value | Count | Frequency (%) |
| 1484.979305 | 1 | |
| 1474.733189 | 1 | |
| 1474.057242 | 1 | |
| 1469.318486 | 1 | |
| 1462.741451 | 1 | |
| 1460.281685 | 1 | |
| 1458.515327 | 1 | |
| 1456.724987 | 1 | |
| 1456.489188 | 1 | |
| 1445.356537 | 1 |
Department
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 46 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.334167 |
| Min length | 5 |
Characters and Unicode
| Total characters | 19601 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Research & Development |
|---|---|
| 2nd row | Research & Development |
| 3rd row | Human Resources |
| 4th row | Research & Development |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 773 | |
| Sales | 381 | |
| Human Resources | 46 | 3.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 773 | |
| 773 | ||
| development | 773 | |
| sales | 381 | |
| human | 46 | 1.6% |
| resources | 46 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4338 | |
| 1592 | 8.1% | |
| s | 1246 | 6.4% |
| a | 1200 | 6.1% |
| l | 1154 | 5.9% |
| R | 819 | 4.2% |
| r | 819 | 4.2% |
| c | 819 | 4.2% |
| n | 819 | 4.2% |
| m | 819 | 4.2% |
| Other values (10) | 5976 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15217 | |
| Uppercase Letter | 2019 | 10.3% |
| Space Separator | 1592 | 8.1% |
| Other Punctuation | 773 | 3.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 4338 | |
| s | 1246 | 8.2% |
| a | 1200 | 7.9% |
| l | 1154 | 7.6% |
| r | 819 | 5.4% |
| c | 819 | 5.4% |
| n | 819 | 5.4% |
| m | 819 | 5.4% |
| o | 819 | 5.4% |
| p | 773 | 5.1% |
| Other values (4) | 2411 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 819 | |
| D | 773 | |
| S | 381 | |
| H | 46 | 2.3% |
Space Separator
| Value | Count | Frequency (%) |
| 1592 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 773 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 17236 | |
| Common | 2365 | 12.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 4338 | |
| s | 1246 | 7.2% |
| a | 1200 | 7.0% |
| l | 1154 | 6.7% |
| R | 819 | 4.8% |
| r | 819 | 4.8% |
| c | 819 | 4.8% |
| n | 819 | 4.8% |
| m | 819 | 4.8% |
| o | 819 | 4.8% |
| Other values (8) | 4384 |
Common
| Value | Count | Frequency (%) |
| 1592 | ||
| & | 773 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 19601 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 4338 | |
| 1592 | 8.1% | |
| s | 1246 | 6.4% |
| a | 1200 | 6.1% |
| l | 1154 | 5.9% |
| R | 819 | 4.2% |
| r | 819 | 4.2% |
| c | 819 | 4.2% |
| n | 819 | 4.2% |
| m | 819 | 4.2% |
| Other values (10) | 5976 |
DistanceFromHome
Real number (ℝ)
| Distinct | 1200 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.218387 |
| Minimum | -0.023998944 |
|---|---|
| Maximum | 29.890208 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 0.1% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | -0.023998944 |
|---|---|
| 5-th percentile | 0.92044839 |
| Q1 | 2.6881729 |
| median | 9.3459236 |
| Q3 | 15.231438 |
| 95-th percentile | 26.819042 |
| Maximum | 29.890208 |
| Range | 29.914207 |
| Interquartile range (IQR) | 12.543265 |
Descriptive statistics
| Standard deviation | 8.1341436 |
|---|---|
| Coefficient of variation (CV) | 0.79603011 |
| Kurtosis | -0.4615941 |
| Mean | 10.218387 |
| Median Absolute Deviation (MAD) | 6.5313087 |
| Skewness | 0.76713422 |
| Sum | 12262.064 |
| Variance | 66.164293 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.601074061 | 1 | 0.1% |
| 2.590428227 | 1 | 0.1% |
| 2.244686601 | 1 | 0.1% |
| 6.63874627 | 1 | 0.1% |
| 21.85243931 | 1 | 0.1% |
| 0.607026169 | 1 | 0.1% |
| 29.12177233 | 1 | 0.1% |
| 3.370938412 | 1 | 0.1% |
| 1.232529216 | 1 | 0.1% |
| 1.843888398 | 1 | 0.1% |
| Other values (1190) | 1190 |
| Value | Count | Frequency (%) |
| -0.023998944 | 1 | |
| 0.044009304 | 1 | |
| 0.096660897 | 1 | |
| 0.126019874 | 1 | |
| 0.12913472 | 1 | |
| 0.188990624 | 1 | |
| 0.257068377 | 1 | |
| 0.259836294 | 1 | |
| 0.305059682 | 1 | |
| 0.322637514 | 1 |
| Value | Count | Frequency (%) |
| 29.89020821 | 1 | |
| 29.798857 | 1 | |
| 29.772229 | 1 | |
| 29.42570635 | 1 | |
| 29.39117084 | 1 | |
| 29.27060578 | 1 | |
| 29.24822627 | 1 | |
| 29.22363828 | 1 | |
| 29.14726065 | 1 | |
| 29.12177233 | 1 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 | 33 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 447 | |
| 4 | 326 | |
| 2 | 220 | |
| 1 | 174 | 14.5% |
| 5 | 33 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 447 | |
| 4 | 326 | |
| 2 | 220 | |
| 1 | 174 | 14.5% |
| 5 | 33 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 447 | |
| 4 | 326 | |
| 2 | 220 | |
| 1 | 174 | 14.5% |
| 5 | 33 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 447 | |
| 4 | 326 | |
| 2 | 220 | |
| 1 | 174 | 14.5% |
| 5 | 33 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 447 | |
| 4 | 326 | |
| 2 | 220 | |
| 1 | 174 | 14.5% |
| 5 | 33 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 447 | |
| 4 | 326 | |
| 2 | 220 | |
| 1 | 174 | 14.5% |
| 5 | 33 | 2.8% |
EducationField
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 10.441667 |
| Min length | 5 |
Characters and Unicode
| Total characters | 12530 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medical |
|---|---|
| 2nd row | Technical Degree |
| 3rd row | Life Sciences |
| 4th row | Medical |
| 5th row | Medical |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 501 | |
| Medical | 334 | |
| Marketing | 154 | 12.8% |
| Technical Degree | 98 | 8.2% |
| Other | 97 | 8.1% |
| Human Resources | 16 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| life | 501 | |
| sciences | 501 | |
| medical | 334 | |
| marketing | 154 | 8.5% |
| technical | 98 | 5.4% |
| degree | 98 | 5.4% |
| other | 97 | 5.3% |
| human | 16 | 0.9% |
| resources | 16 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2512 | |
| i | 1588 | |
| c | 1548 | |
| n | 769 | 6.1% |
| 615 | 4.9% | |
| a | 602 | 4.8% |
| s | 533 | 4.3% |
| L | 501 | 4.0% |
| f | 501 | 4.0% |
| S | 501 | 4.0% |
| Other values (16) | 2860 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10100 | |
| Uppercase Letter | 1815 | 14.5% |
| Space Separator | 615 | 4.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2512 | |
| i | 1588 | |
| c | 1548 | |
| n | 769 | 7.6% |
| a | 602 | 6.0% |
| s | 533 | 5.3% |
| f | 501 | 5.0% |
| l | 432 | 4.3% |
| r | 365 | 3.6% |
| d | 334 | 3.3% |
| Other values (7) | 916 | 9.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 501 | |
| S | 501 | |
| M | 488 | |
| T | 98 | 5.4% |
| D | 98 | 5.4% |
| O | 97 | 5.3% |
| H | 16 | 0.9% |
| R | 16 | 0.9% |
Space Separator
| Value | Count | Frequency (%) |
| 615 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11915 | |
| Common | 615 | 4.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2512 | |
| i | 1588 | |
| c | 1548 | |
| n | 769 | 6.5% |
| a | 602 | 5.1% |
| s | 533 | 4.5% |
| L | 501 | 4.2% |
| f | 501 | 4.2% |
| S | 501 | 4.2% |
| M | 488 | 4.1% |
| Other values (15) | 2372 |
Common
| Value | Count | Frequency (%) |
| 615 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12530 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2512 | |
| i | 1588 | |
| c | 1548 | |
| n | 769 | 6.1% |
| 615 | 4.9% | |
| a | 602 | 4.8% |
| s | 533 | 4.3% |
| L | 501 | 4.0% |
| f | 501 | 4.0% |
| S | 501 | 4.0% |
| Other values (16) | 2860 |
EmployeeNumber
Real number (ℝ)
| Distinct | 165 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1077.855 |
| Minimum | 12 |
|---|---|
| Maximum | 2060 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 60.95 |
| Q1 | 699 |
| median | 1059 |
| Q3 | 1591 |
| 95-th percentile | 1862 |
| Maximum | 2060 |
| Range | 2048 |
| Interquartile range (IQR) | 892 |
Descriptive statistics
| Standard deviation | 580.18549 |
|---|---|
| Coefficient of variation (CV) | 0.53827787 |
| Kurtosis | -0.97833826 |
| Mean | 1077.855 |
| Median Absolute Deviation (MAD) | 528 |
| Skewness | -0.30385413 |
| Sum | 1293426 |
| Variance | 336615.21 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 975 | 106 | 8.8% |
| 1587 | 73 | 6.1% |
| 1719 | 66 | 5.5% |
| 1138 | 62 | 5.2% |
| 1591 | 58 | 4.8% |
| 1862 | 46 | 3.8% |
| 28 | 39 | 3.2% |
| 699 | 28 | 2.3% |
| 1291 | 26 | 2.2% |
| 120 | 22 | 1.8% |
| Other values (155) | 674 |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.1% |
| 15 | 5 | 0.4% |
| 28 | 39 | |
| 35 | 2 | 0.2% |
| 42 | 1 | 0.1% |
| 46 | 1 | 0.1% |
| 54 | 5 | 0.4% |
| 55 | 1 | 0.1% |
| 60 | 5 | 0.4% |
| 61 | 6 | 0.5% |
| Value | Count | Frequency (%) |
| 2060 | 5 | |
| 2048 | 7 | |
| 2027 | 7 | |
| 2022 | 3 | |
| 1999 | 2 | 0.2% |
| 1996 | 3 | |
| 1995 | 6 | |
| 1968 | 1 | 0.1% |
| 1948 | 1 | 0.1% |
| 1929 | 2 | 0.2% |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 368 | |
| 3 | 326 | |
| 1 | 275 | |
| 2 | 231 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 368 | |
| 3 | 326 | |
| 1 | 275 | |
| 2 | 231 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 368 | |
| 3 | 326 | |
| 1 | 275 | |
| 2 | 231 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 368 | |
| 3 | 326 | |
| 1 | 275 | |
| 2 | 231 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 368 | |
| 3 | 326 | |
| 1 | 275 | |
| 2 | 231 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 368 | |
| 3 | 326 | |
| 1 | 275 | |
| 2 | 231 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.8116667 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5774 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 713 | |
| Female | 487 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 713 | |
| female | 487 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1687 | |
| a | 1200 | |
| l | 1200 | |
| M | 713 | |
| F | 487 | 8.4% |
| m | 487 | 8.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4574 | |
| Uppercase Letter | 1200 | 20.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1687 | |
| a | 1200 | |
| l | 1200 | |
| m | 487 | 10.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 713 | |
| F | 487 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5774 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1687 | |
| a | 1200 | |
| l | 1200 | |
| M | 713 | |
| F | 487 | 8.4% |
| m | 487 | 8.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5774 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1687 | |
| a | 1200 | |
| l | 1200 | |
| M | 713 | |
| F | 487 | 8.4% |
| m | 487 | 8.4% |
HourlyRate
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.261667 |
| Minimum | 30 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 48 |
| median | 67 |
| Q3 | 84 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 20.257801 |
|---|---|
| Coefficient of variation (CV) | 0.30572429 |
| Kurtosis | -1.2315589 |
| Mean | 66.261667 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.070535817 |
| Sum | 79514 |
| Variance | 410.37851 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 48 | 52 | 4.3% |
| 45 | 49 | 4.1% |
| 98 | 41 | 3.4% |
| 85 | 34 | 2.8% |
| 74 | 33 | 2.8% |
| 79 | 33 | 2.8% |
| 78 | 29 | 2.4% |
| 61 | 27 | 2.2% |
| 30 | 26 | 2.2% |
| 56 | 25 | 2.1% |
| Other values (61) | 851 |
| Value | Count | Frequency (%) |
| 30 | 26 | |
| 31 | 11 | |
| 32 | 17 | |
| 33 | 4 | 0.3% |
| 34 | 7 | 0.6% |
| 35 | 5 | 0.4% |
| 36 | 8 | 0.7% |
| 37 | 23 | |
| 38 | 7 | 0.6% |
| 39 | 22 |
| Value | Count | Frequency (%) |
| 100 | 10 | 0.8% |
| 99 | 5 | 0.4% |
| 98 | 41 | |
| 97 | 24 | |
| 96 | 7 | 0.6% |
| 95 | 21 | |
| 94 | 22 | |
| 93 | 8 | 0.7% |
| 92 | 21 | |
| 91 | 16 | 1.3% |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 51 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 709 | |
| 2 | 339 | |
| 4 | 101 | 8.4% |
| 1 | 51 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 709 | |
| 2 | 339 | |
| 4 | 101 | 8.4% |
| 1 | 51 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 709 | |
| 2 | 339 | |
| 4 | 101 | 8.4% |
| 1 | 51 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 709 | |
| 2 | 339 | |
| 4 | 101 | 8.4% |
| 1 | 51 | 4.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 709 | |
| 2 | 339 | |
| 4 | 101 | 8.4% |
| 1 | 51 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 709 | |
| 2 | 339 | |
| 4 | 101 | 8.4% |
| 1 | 51 | 4.2% |
JobLevel
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 462 | |
| 2 | 377 | |
| 3 | 172 | 14.3% |
| 4 | 126 | 10.5% |
| 5 | 63 | 5.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 462 | |
| 2 | 377 | |
| 3 | 172 | 14.3% |
| 4 | 126 | 10.5% |
| 5 | 63 | 5.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 462 | |
| 2 | 377 | |
| 3 | 172 | 14.3% |
| 4 | 126 | 10.5% |
| 5 | 63 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 462 | |
| 2 | 377 | |
| 3 | 172 | 14.3% |
| 4 | 126 | 10.5% |
| 5 | 63 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 462 | |
| 2 | 377 | |
| 3 | 172 | 14.3% |
| 4 | 126 | 10.5% |
| 5 | 63 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 462 | |
| 2 | 377 | |
| 3 | 172 | 14.3% |
| 4 | 126 | 10.5% |
| 5 | 63 | 5.2% |
JobRole
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| Research Scientist | |
|---|---|
| Sales Executive | |
| Laboratory Technician | |
| Manufacturing Director | |
| Sales Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 18.115 |
| Min length | 7 |
Characters and Unicode
| Total characters | 21738 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laboratory Technician |
|---|---|
| 2nd row | Research Scientist |
| 3rd row | Human Resources |
| 4th row | Laboratory Technician |
| 5th row | Manufacturing Director |
Common Values
| Value | Count | Frequency (%) |
| Research Scientist | 252 | |
| Sales Executive | 249 | |
| Laboratory Technician | 179 | |
| Manufacturing Director | 129 | |
| Sales Representative | 101 | |
| Healthcare Representative | 92 | 7.7% |
| Research Director | 90 | 7.5% |
| Manager | 75 | 6.2% |
| Human Resources | 33 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sales | 350 | |
| research | 342 | |
| scientist | 252 | |
| executive | 249 | |
| director | 219 | |
| representative | 193 | |
| laboratory | 179 | |
| technician | 179 | |
| manufacturing | 129 | 5.5% |
| healthcare | 92 | 4.0% |
| Other values (3) | 141 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3279 | |
| a | 2047 | 9.4% |
| t | 1758 | 8.1% |
| c | 1674 | 7.7% |
| r | 1660 | 7.6% |
| i | 1652 | 7.6% |
| s | 1203 | 5.5% |
| n | 1169 | 5.4% |
| 1125 | 5.2% | |
| h | 613 | 2.8% |
| Other values (19) | 5558 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18288 | |
| Uppercase Letter | 2325 | 10.7% |
| Space Separator | 1125 | 5.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3279 | |
| a | 2047 | |
| t | 1758 | |
| c | 1674 | |
| r | 1660 | |
| i | 1652 | |
| s | 1203 | 6.6% |
| n | 1169 | 6.4% |
| h | 613 | 3.4% |
| o | 610 | 3.3% |
| Other values (10) | 2623 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 602 | |
| R | 568 | |
| E | 249 | |
| D | 219 | 9.4% |
| M | 204 | 8.8% |
| L | 179 | 7.7% |
| T | 179 | 7.7% |
| H | 125 | 5.4% |
Space Separator
| Value | Count | Frequency (%) |
| 1125 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20613 | |
| Common | 1125 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3279 | |
| a | 2047 | |
| t | 1758 | 8.5% |
| c | 1674 | 8.1% |
| r | 1660 | 8.1% |
| i | 1652 | 8.0% |
| s | 1203 | 5.8% |
| n | 1169 | 5.7% |
| h | 613 | 3.0% |
| o | 610 | 3.0% |
| Other values (18) | 4948 |
Common
| Value | Count | Frequency (%) |
| 1125 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21738 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3279 | |
| a | 2047 | 9.4% |
| t | 1758 | 8.1% |
| c | 1674 | 7.7% |
| r | 1660 | 7.6% |
| i | 1652 | 7.6% |
| s | 1203 | 5.5% |
| n | 1169 | 5.4% |
| 1125 | 5.2% | |
| h | 613 | 2.8% |
| Other values (19) | 5558 |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 371 | |
| 4 | 361 | |
| 2 | 236 | |
| 1 | 232 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 371 | |
| 4 | 361 | |
| 2 | 236 | |
| 1 | 232 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 371 | |
| 4 | 361 | |
| 2 | 236 | |
| 1 | 232 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 371 | |
| 4 | 361 | |
| 2 | 236 | |
| 1 | 232 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 371 | |
| 4 | 361 | |
| 2 | 236 | |
| 1 | 232 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 371 | |
| 4 | 361 | |
| 2 | 236 | |
| 1 | 232 |
MaritalStatus
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.92 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8304 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Divorced |
| 3rd row | Married |
| 4th row | Divorced |
| 5th row | Divorced |
Common Values
| Value | Count | Frequency (%) |
| Married | 578 | |
| Single | 359 | |
| Divorced | 263 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 578 | |
| single | 359 | |
| divorced | 263 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1419 | |
| i | 1200 | |
| e | 1200 | |
| d | 841 | |
| M | 578 | |
| a | 578 | |
| S | 359 | 4.3% |
| n | 359 | 4.3% |
| g | 359 | 4.3% |
| l | 359 | 4.3% |
| Other values (4) | 1052 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7104 | |
| Uppercase Letter | 1200 | 14.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1419 | |
| i | 1200 | |
| e | 1200 | |
| d | 841 | |
| a | 578 | |
| n | 359 | 5.1% |
| g | 359 | 5.1% |
| l | 359 | 5.1% |
| v | 263 | 3.7% |
| o | 263 | 3.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 578 | |
| S | 359 | |
| D | 263 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8304 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1419 | |
| i | 1200 | |
| e | 1200 | |
| d | 841 | |
| M | 578 | |
| a | 578 | |
| S | 359 | 4.3% |
| n | 359 | 4.3% |
| g | 359 | 4.3% |
| l | 359 | 4.3% |
| Other values (4) | 1052 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 1419 | |
| i | 1200 | |
| e | 1200 | |
| d | 841 | |
| M | 578 | |
| a | 578 | |
| S | 359 | 4.3% |
| n | 359 | 4.3% |
| g | 359 | 4.3% |
| l | 359 | 4.3% |
| Other values (4) | 1052 |
MonthlyIncome
Real number (ℝ)
| Distinct | 188 |
|---|---|
| Distinct (%) | 15.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7052.5217 |
| Minimum | 1052 |
|---|---|
| Maximum | 19833 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 1052 |
|---|---|
| 5-th percentile | 2088 |
| Q1 | 3537 |
| median | 5071 |
| Q3 | 8715.25 |
| 95-th percentile | 17159 |
| Maximum | 19833 |
| Range | 18781 |
| Interquartile range (IQR) | 5178.25 |
Descriptive statistics
| Standard deviation | 5033.677 |
|---|---|
| Coefficient of variation (CV) | 0.71374145 |
| Kurtosis | 0.088546111 |
| Mean | 7052.5217 |
| Median Absolute Deviation (MAD) | 2121 |
| Skewness | 1.1672684 |
| Sum | 8463026 |
| Variance | 25337904 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4789 | 64 | 5.3% |
| 17159 | 43 | 3.6% |
| 4936 | 36 | 3.0% |
| 7457 | 34 | 2.8% |
| 4189 | 33 | 2.8% |
| 5228 | 29 | 2.4% |
| 2011 | 29 | 2.4% |
| 5071 | 26 | 2.2% |
| 19033 | 26 | 2.2% |
| 13247 | 25 | 2.1% |
| Other values (178) | 855 |
| Value | Count | Frequency (%) |
| 1052 | 1 | 0.1% |
| 1118 | 4 | 0.3% |
| 1261 | 1 | 0.1% |
| 1359 | 1 | 0.1% |
| 1563 | 6 | 0.5% |
| 1951 | 1 | 0.1% |
| 2007 | 1 | 0.1% |
| 2008 | 2 | 0.2% |
| 2011 | 29 | |
| 2024 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 19833 | 1 | 0.1% |
| 19502 | 14 | 1.2% |
| 19033 | 26 | |
| 18824 | 5 | 0.4% |
| 18711 | 4 | 0.3% |
| 17650 | 3 | 0.2% |
| 17444 | 3 | 0.2% |
| 17169 | 2 | 0.2% |
| 17159 | 43 | |
| 17123 | 6 | 0.5% |
NumCompaniesWorked
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6141667 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 167 |
| Zeros (%) | 13.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4604222 |
|---|---|
| Coefficient of variation (CV) | 0.94118796 |
| Kurtosis | -0.059750024 |
| Mean | 2.6141667 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0346973 |
| Sum | 3137 |
| Variance | 6.0536774 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 438 | |
| 0 | 167 | 13.9% |
| 3 | 145 | 12.1% |
| 2 | 117 | 9.8% |
| 4 | 87 | 7.2% |
| 6 | 67 | 5.6% |
| 8 | 63 | 5.2% |
| 7 | 58 | 4.8% |
| 5 | 38 | 3.2% |
| 9 | 20 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 167 | 13.9% |
| 1 | 438 | |
| 2 | 117 | 9.8% |
| 3 | 145 | 12.1% |
| 4 | 87 | 7.2% |
| 5 | 38 | 3.2% |
| 6 | 67 | 5.6% |
| 7 | 58 | 4.8% |
| 8 | 63 | 5.2% |
| 9 | 20 | 1.7% |
| Value | Count | Frequency (%) |
| 9 | 20 | 1.7% |
| 8 | 63 | 5.2% |
| 7 | 58 | 4.8% |
| 6 | 67 | 5.6% |
| 5 | 38 | 3.2% |
| 4 | 87 | 7.2% |
| 3 | 145 | 12.1% |
| 2 | 117 | 9.8% |
| 1 | 438 | |
| 0 | 167 | 13.9% |
Over18
Boolean
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 KiB |
| True |
|---|
| Value | Count | Frequency (%) |
| True | 1200 |
OverTime
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 882 | |
| True | 318 | 26.5% |
PercentSalaryHike
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.115 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6324148 |
|---|---|
| Coefficient of variation (CV) | 0.24031854 |
| Kurtosis | -0.44653283 |
| Mean | 15.115 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.78962221 |
| Sum | 18138 |
| Variance | 13.194437 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 13 | 185 | |
| 12 | 182 | |
| 11 | 173 | |
| 14 | 161 | |
| 19 | 83 | |
| 18 | 76 | |
| 16 | 67 | 5.6% |
| 20 | 58 | 4.8% |
| 17 | 54 | 4.5% |
| 22 | 51 | 4.2% |
| Other values (5) | 110 |
| Value | Count | Frequency (%) |
| 11 | 173 | |
| 12 | 182 | |
| 13 | 185 | |
| 14 | 161 | |
| 15 | 44 | 3.7% |
| 16 | 67 | 5.6% |
| 17 | 54 | 4.5% |
| 18 | 76 | |
| 19 | 83 | |
| 20 | 58 | 4.8% |
| Value | Count | Frequency (%) |
| 25 | 8 | 0.7% |
| 24 | 13 | 1.1% |
| 23 | 29 | 2.4% |
| 22 | 51 | |
| 21 | 16 | 1.3% |
| 20 | 58 | |
| 19 | 83 | |
| 18 | 76 | |
| 17 | 54 | |
| 16 | 67 |
PerformanceRating
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 3 | |
|---|---|
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 4 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1068 | |
| 4 | 132 | 11.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1068 | |
| 4 | 132 | 11.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1068 | |
| 4 | 132 | 11.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 1068 | |
| 4 | 132 | 11.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 1068 | |
| 4 | 132 | 11.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 1068 | |
| 4 | 132 | 11.0% |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 4 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 380 | |
| 4 | 300 | |
| 2 | 280 | |
| 1 | 240 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 380 | |
| 4 | 300 | |
| 2 | 280 | |
| 1 | 240 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 380 | |
| 4 | 300 | |
| 2 | 280 | |
| 1 | 240 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 380 | |
| 4 | 300 | |
| 2 | 280 | |
| 1 | 240 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 380 | |
| 4 | 300 | |
| 2 | 280 | |
| 1 | 240 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 380 | |
| 4 | 300 | |
| 2 | 280 | |
| 1 | 240 |
StandardHours
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 80 |
|---|
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2400 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 80 |
|---|---|
| 2nd row | 80 |
| 3rd row | 80 |
| 4th row | 80 |
| 5th row | 80 |
Common Values
| Value | Count | Frequency (%) |
| 80 | 1200 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 80 | 1200 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 1200 | |
| 0 | 1200 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2400 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 1200 | |
| 0 | 1200 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2400 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 1200 | |
| 0 | 1200 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2400 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 1200 | |
| 0 | 1200 |
StockOptionLevel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 480 | |
| 1 | 476 | |
| 2 | 172 | 14.3% |
| 3 | 72 | 6.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 480 | |
| 1 | 476 | |
| 2 | 172 | 14.3% |
| 3 | 72 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 480 | |
| 1 | 476 | |
| 2 | 172 | 14.3% |
| 3 | 72 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 480 | |
| 1 | 476 | |
| 2 | 172 | 14.3% |
| 3 | 72 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 480 | |
| 1 | 476 | |
| 2 | 172 | 14.3% |
| 3 | 72 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 480 | |
| 1 | 476 | |
| 2 | 172 | 14.3% |
| 3 | 72 | 6.0% |
TotalWorkingYears
Real number (ℝ)
| Distinct | 36 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.631667 |
| Minimum | 0 |
|---|---|
| Maximum | 36 |
| Zeros | 7 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 9 |
| Q3 | 15 |
| 95-th percentile | 26 |
| Maximum | 36 |
| Range | 36 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.7213349 |
|---|---|
| Coefficient of variation (CV) | 0.72625818 |
| Kurtosis | 0.55153352 |
| Mean | 10.631667 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.0222732 |
| Sum | 12758 |
| Variance | 59.619013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 10 | 189 | |
| 6 | 120 | 10.0% |
| 1 | 97 | 8.1% |
| 9 | 67 | 5.6% |
| 4 | 64 | 5.3% |
| 5 | 62 | 5.2% |
| 16 | 54 | 4.5% |
| 8 | 53 | 4.4% |
| 2 | 50 | 4.2% |
| 7 | 43 | 3.6% |
| Other values (26) | 401 |
| Value | Count | Frequency (%) |
| 0 | 7 | 0.6% |
| 1 | 97 | |
| 2 | 50 | |
| 3 | 39 | 3.2% |
| 4 | 64 | |
| 5 | 62 | |
| 6 | 120 | |
| 7 | 43 | 3.6% |
| 8 | 53 | |
| 9 | 67 |
| Value | Count | Frequency (%) |
| 36 | 2 | 0.2% |
| 34 | 1 | 0.1% |
| 33 | 11 | |
| 32 | 9 | |
| 31 | 20 | |
| 30 | 1 | 0.1% |
| 29 | 5 | 0.4% |
| 28 | 2 | 0.2% |
| 27 | 4 | 0.3% |
| 26 | 14 |
TrainingTimesLastYear
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.755 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 53 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2561674 |
|---|---|
| Coefficient of variation (CV) | 0.45595914 |
| Kurtosis | 0.50016086 |
| Mean | 2.755 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.39628152 |
| Sum | 3306 |
| Variance | 1.5779566 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 435 | |
| 3 | 411 | |
| 4 | 109 | 9.1% |
| 5 | 100 | 8.3% |
| 1 | 57 | 4.8% |
| 0 | 53 | 4.4% |
| 6 | 35 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 53 | 4.4% |
| 1 | 57 | 4.8% |
| 2 | 435 | |
| 3 | 411 | |
| 4 | 109 | 9.1% |
| 5 | 100 | 8.3% |
| 6 | 35 | 2.9% |
| Value | Count | Frequency (%) |
| 6 | 35 | 2.9% |
| 5 | 100 | 8.3% |
| 4 | 109 | 9.1% |
| 3 | 411 | |
| 2 | 435 | |
| 1 | 57 | 4.8% |
| 0 | 53 | 4.4% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 69 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 2 | 323 | |
| 4 | 101 | 8.4% |
| 1 | 69 | 5.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 2 | 323 | |
| 4 | 101 | 8.4% |
| 1 | 69 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 2 | 323 | |
| 4 | 101 | 8.4% |
| 1 | 69 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 2 | 323 | |
| 4 | 101 | 8.4% |
| 1 | 69 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 2 | 323 | |
| 4 | 101 | 8.4% |
| 1 | 69 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 2 | 323 | |
| 4 | 101 | 8.4% |
| 1 | 69 | 5.8% |
YearsAtCompany
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 27 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3516667 |
| Minimum | 0 |
|---|---|
| Maximum | 32 |
| Zeros | 23 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 18 |
| Maximum | 32 |
| Range | 32 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.1205319 |
|---|---|
| Coefficient of variation (CV) | 0.80617139 |
| Kurtosis | 2.4597397 |
| Mean | 6.3516667 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.4090764 |
| Sum | 7622 |
| Variance | 26.219847 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 1 | 164 | |
| 5 | 164 | |
| 2 | 126 | |
| 10 | 118 | |
| 3 | 110 | |
| 6 | 79 | |
| 4 | 77 | 6.4% |
| 9 | 64 | 5.3% |
| 7 | 53 | 4.4% |
| 8 | 50 | 4.2% |
| Other values (17) | 195 |
| Value | Count | Frequency (%) |
| 0 | 23 | 1.9% |
| 1 | 164 | |
| 2 | 126 | |
| 3 | 110 | |
| 4 | 77 | |
| 5 | 164 | |
| 6 | 79 | |
| 7 | 53 | 4.4% |
| 8 | 50 | 4.2% |
| 9 | 64 | 5.3% |
| Value | Count | Frequency (%) |
| 32 | 1 | 0.1% |
| 31 | 2 | 0.2% |
| 26 | 4 | 0.3% |
| 25 | 3 | 0.2% |
| 22 | 2 | 0.2% |
| 21 | 12 | |
| 20 | 22 | |
| 19 | 8 | 0.7% |
| 18 | 7 | 0.6% |
| 17 | 5 | 0.4% |
YearsInCurrentRole
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2491667 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 208 |
| Zeros (%) | 17.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.6885074 |
|---|---|
| Coefficient of variation (CV) | 0.8680543 |
| Kurtosis | -0.2906384 |
| Mean | 4.2491667 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.76377551 |
| Sum | 5099 |
| Variance | 13.605087 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2 | 329 | |
| 0 | 208 | |
| 7 | 135 | |
| 3 | 91 | 7.6% |
| 9 | 77 | 6.4% |
| 4 | 77 | 6.4% |
| 8 | 74 | 6.2% |
| 10 | 50 | 4.2% |
| 1 | 46 | 3.8% |
| 6 | 28 | 2.3% |
| Other values (8) | 85 | 7.1% |
| Value | Count | Frequency (%) |
| 0 | 208 | |
| 1 | 46 | 3.8% |
| 2 | 329 | |
| 3 | 91 | 7.6% |
| 4 | 77 | 6.4% |
| 5 | 21 | 1.8% |
| 6 | 28 | 2.3% |
| 7 | 135 | |
| 8 | 74 | 6.2% |
| 9 | 77 | 6.4% |
| Value | Count | Frequency (%) |
| 17 | 1 | 0.1% |
| 16 | 4 | 0.3% |
| 15 | 6 | 0.5% |
| 14 | 3 | 0.2% |
| 13 | 20 | 1.7% |
| 12 | 8 | 0.7% |
| 11 | 22 | 1.8% |
| 10 | 50 | |
| 9 | 77 | |
| 8 | 74 |
YearsSinceLastPromotion
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1633333 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 499 |
| Zeros (%) | 41.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 11 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.3122195 |
|---|---|
| Coefficient of variation (CV) | 1.5310722 |
| Kurtosis | 3.060314 |
| Mean | 2.1633333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9229995 |
| Sum | 2596 |
| Variance | 10.970798 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 499 | |
| 1 | 305 | |
| 2 | 121 | 10.1% |
| 7 | 54 | 4.5% |
| 5 | 45 | 3.8% |
| 8 | 36 | 3.0% |
| 11 | 34 | 2.8% |
| 3 | 26 | 2.2% |
| 4 | 21 | 1.8% |
| 6 | 15 | 1.2% |
| Other values (6) | 44 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 499 | |
| 1 | 305 | |
| 2 | 121 | 10.1% |
| 3 | 26 | 2.2% |
| 4 | 21 | 1.8% |
| 5 | 45 | 3.8% |
| 6 | 15 | 1.2% |
| 7 | 54 | 4.5% |
| 8 | 36 | 3.0% |
| 9 | 11 | 0.9% |
| Value | Count | Frequency (%) |
| 15 | 12 | 1.0% |
| 14 | 3 | 0.2% |
| 13 | 7 | 0.6% |
| 12 | 5 | 0.4% |
| 11 | 34 | |
| 10 | 6 | 0.5% |
| 9 | 11 | 0.9% |
| 8 | 36 | |
| 7 | 54 | |
| 6 | 15 | 1.2% |
YearsWithCurrManager
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.78 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 239 |
| Zeros (%) | 19.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.3142249 |
|---|---|
| Coefficient of variation (CV) | 0.87677908 |
| Kurtosis | -0.2729007 |
| Mean | 3.78 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.75411763 |
| Sum | 4536 |
| Variance | 10.984087 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 2 | 306 | |
| 0 | 239 | |
| 7 | 154 | |
| 3 | 124 | |
| 8 | 95 | 7.9% |
| 4 | 89 | 7.4% |
| 9 | 71 | 5.9% |
| 1 | 52 | 4.3% |
| 11 | 16 | 1.3% |
| 5 | 14 | 1.2% |
| Other values (6) | 40 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 239 | |
| 1 | 52 | 4.3% |
| 2 | 306 | |
| 3 | 124 | |
| 4 | 89 | 7.4% |
| 5 | 14 | 1.2% |
| 6 | 11 | 0.9% |
| 7 | 154 | |
| 8 | 95 | 7.9% |
| 9 | 71 | 5.9% |
| Value | Count | Frequency (%) |
| 17 | 2 | 0.2% |
| 14 | 1 | 0.1% |
| 13 | 11 | 0.9% |
| 12 | 7 | 0.6% |
| 11 | 16 | 1.3% |
| 10 | 8 | 0.7% |
| 9 | 71 | |
| 8 | 95 | |
| 7 | 154 | |
| 6 | 11 | 0.9% |
Attrition
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1200 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 213 | 17.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 213 | 17.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 213 | 17.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1200 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 213 | 17.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1200 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 213 | 17.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 213 | 17.8% |
| id | Age | DailyRate | DistanceFromHome | EmployeeNumber | HourlyRate | MonthlyIncome | NumCompaniesWorked | PercentSalaryHike | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | BusinessTravel | Department | Education | EducationField | EnvironmentSatisfaction | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | OverTime | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | WorkLifeBalance | Attrition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.004 | -0.021 | -0.080 | 0.023 | -0.057 | 0.010 | 0.032 | 0.048 | -0.011 | -0.009 | -0.029 | -0.017 | -0.023 | -0.015 | 0.000 | 0.053 | 0.050 | 0.033 | 0.040 | 0.060 | 0.019 | 0.026 | 0.030 | 0.035 | 0.000 | 0.000 | 0.010 | 0.000 | 0.025 | 0.049 | 0.065 |
| Age | 0.004 | 1.000 | 0.106 | 0.003 | 0.110 | -0.020 | 0.091 | 0.191 | 0.028 | 0.217 | 0.077 | 0.064 | 0.061 | 0.052 | 0.110 | 0.129 | 0.080 | 0.057 | 0.126 | 0.023 | 0.142 | 0.081 | 0.170 | 0.125 | 0.087 | 0.108 | 0.044 | 0.039 | 0.100 | 0.074 | 0.081 | 0.203 |
| DailyRate | -0.021 | 0.106 | 1.000 | 0.026 | -0.002 | -0.060 | 0.019 | 0.052 | 0.055 | 0.014 | 0.012 | -0.079 | -0.058 | -0.107 | -0.025 | 0.089 | 0.117 | 0.108 | 0.110 | 0.116 | 0.075 | 0.057 | 0.110 | 0.068 | 0.131 | 0.093 | 0.000 | 0.028 | 0.053 | 0.111 | 0.112 | 0.038 |
| DistanceFromHome | -0.080 | 0.003 | 0.026 | 1.000 | -0.012 | -0.004 | -0.102 | 0.055 | -0.040 | -0.019 | -0.072 | 0.026 | 0.054 | -0.020 | 0.000 | 0.088 | 0.063 | 0.050 | 0.065 | 0.073 | 0.010 | 0.051 | 0.107 | 0.091 | 0.114 | 0.103 | 0.040 | 0.077 | 0.097 | 0.114 | 0.118 | 0.111 |
| EmployeeNumber | 0.023 | 0.110 | -0.002 | -0.012 | 1.000 | -0.073 | 0.081 | 0.110 | -0.007 | 0.116 | 0.011 | 0.055 | 0.063 | 0.077 | 0.066 | 0.095 | 0.100 | 0.060 | 0.071 | 0.078 | 0.193 | 0.101 | 0.192 | 0.121 | 0.066 | 0.100 | 0.065 | 0.107 | 0.108 | 0.047 | 0.061 | 0.246 |
| HourlyRate | -0.057 | -0.020 | -0.060 | -0.004 | -0.073 | 1.000 | 0.028 | 0.042 | -0.043 | 0.079 | -0.006 | 0.049 | 0.036 | -0.013 | 0.046 | 0.060 | 0.107 | 0.048 | 0.075 | 0.111 | 0.110 | 0.114 | 0.084 | 0.070 | 0.098 | 0.164 | 0.055 | 0.000 | 0.080 | 0.122 | 0.096 | 0.140 |
| MonthlyIncome | 0.010 | 0.091 | 0.019 | -0.102 | 0.081 | 0.028 | 1.000 | 0.060 | 0.014 | 0.072 | 0.040 | -0.022 | -0.028 | -0.012 | -0.004 | 0.081 | 0.099 | 0.093 | 0.063 | 0.085 | 0.116 | 0.051 | 0.158 | 0.106 | 0.054 | 0.106 | 0.102 | 0.000 | 0.108 | 0.133 | 0.075 | 0.000 |
| NumCompaniesWorked | 0.032 | 0.191 | 0.052 | 0.055 | 0.110 | 0.042 | 0.060 | 1.000 | 0.013 | 0.158 | 0.041 | -0.043 | -0.109 | -0.043 | -0.066 | 0.065 | 0.116 | 0.091 | 0.102 | 0.077 | 0.128 | 0.151 | 0.153 | 0.121 | 0.112 | 0.095 | 0.099 | 0.100 | 0.107 | 0.043 | 0.083 | 0.170 |
| PercentSalaryHike | 0.048 | 0.028 | 0.055 | -0.040 | -0.007 | -0.043 | 0.014 | 0.013 | 1.000 | 0.057 | -0.020 | 0.000 | 0.019 | -0.044 | 0.049 | 0.084 | 0.165 | 0.073 | 0.105 | 0.107 | 0.117 | 0.107 | 0.130 | 0.126 | 0.099 | 0.116 | 0.185 | 0.807 | 0.193 | 0.138 | 0.118 | 0.157 |
| TotalWorkingYears | -0.011 | 0.217 | 0.014 | -0.019 | 0.116 | 0.079 | 0.072 | 0.158 | 0.057 | 1.000 | 0.026 | 0.276 | 0.228 | 0.098 | 0.299 | 0.066 | 0.143 | 0.068 | 0.117 | 0.095 | 0.067 | 0.103 | 0.249 | 0.199 | 0.098 | 0.130 | 0.116 | 0.158 | 0.088 | 0.095 | 0.100 | 0.191 |
| TrainingTimesLastYear | -0.009 | 0.077 | 0.012 | -0.072 | 0.011 | -0.006 | 0.040 | 0.041 | -0.020 | 0.026 | 1.000 | 0.014 | -0.000 | -0.003 | -0.022 | 0.087 | 0.078 | 0.056 | 0.073 | 0.111 | 0.048 | 0.100 | 0.099 | 0.108 | 0.131 | 0.089 | 0.089 | 0.125 | 0.109 | 0.059 | 0.110 | 0.000 |
| YearsAtCompany | -0.029 | 0.064 | -0.079 | 0.026 | 0.055 | 0.049 | -0.022 | -0.043 | 0.000 | 0.276 | 0.014 | 1.000 | 0.558 | 0.307 | 0.478 | 0.139 | 0.119 | 0.068 | 0.101 | 0.086 | 0.142 | 0.085 | 0.211 | 0.152 | 0.096 | 0.095 | 0.072 | 0.000 | 0.044 | 0.079 | 0.092 | 0.140 |
| YearsInCurrentRole | -0.017 | 0.061 | -0.058 | 0.054 | 0.063 | 0.036 | -0.028 | -0.109 | 0.019 | 0.228 | -0.000 | 0.558 | 1.000 | 0.369 | 0.486 | 0.123 | 0.105 | 0.057 | 0.114 | 0.071 | 0.144 | 0.091 | 0.158 | 0.119 | 0.103 | 0.114 | 0.160 | 0.113 | 0.096 | 0.099 | 0.090 | 0.264 |
| YearsSinceLastPromotion | -0.023 | 0.052 | -0.107 | -0.020 | 0.077 | -0.013 | -0.012 | -0.043 | -0.044 | 0.098 | -0.003 | 0.307 | 0.369 | 1.000 | 0.362 | 0.114 | 0.042 | 0.072 | 0.079 | 0.103 | 0.068 | 0.102 | 0.141 | 0.075 | 0.108 | 0.081 | 0.022 | 0.039 | 0.088 | 0.073 | 0.070 | 0.103 |
| YearsWithCurrManager | -0.015 | 0.110 | -0.025 | 0.000 | 0.066 | 0.046 | -0.004 | -0.066 | 0.049 | 0.299 | -0.022 | 0.478 | 0.486 | 0.362 | 1.000 | 0.117 | 0.085 | 0.078 | 0.089 | 0.088 | 0.074 | 0.082 | 0.175 | 0.129 | 0.066 | 0.154 | 0.076 | 0.020 | 0.096 | 0.096 | 0.111 | 0.260 |
| BusinessTravel | 0.000 | 0.129 | 0.089 | 0.088 | 0.095 | 0.060 | 0.081 | 0.065 | 0.084 | 0.066 | 0.087 | 0.139 | 0.123 | 0.114 | 0.117 | 1.000 | 0.130 | 0.121 | 0.048 | 0.068 | 0.173 | 0.080 | 0.099 | 0.156 | 0.082 | 0.027 | 0.107 | 0.028 | 0.013 | 0.066 | 0.083 | 0.119 |
| Department | 0.053 | 0.080 | 0.117 | 0.063 | 0.100 | 0.107 | 0.099 | 0.116 | 0.165 | 0.143 | 0.078 | 0.119 | 0.105 | 0.042 | 0.085 | 0.130 | 1.000 | 0.071 | 0.372 | 0.077 | 0.095 | 0.050 | 0.213 | 0.772 | 0.106 | 0.000 | 0.055 | 0.076 | 0.084 | 0.031 | 0.152 | 0.109 |
| Education | 0.050 | 0.057 | 0.108 | 0.050 | 0.060 | 0.048 | 0.093 | 0.091 | 0.073 | 0.068 | 0.056 | 0.068 | 0.057 | 0.072 | 0.078 | 0.121 | 0.071 | 1.000 | 0.107 | 0.048 | 0.076 | 0.094 | 0.096 | 0.098 | 0.090 | 0.071 | 0.000 | 0.094 | 0.117 | 0.050 | 0.061 | 0.093 |
| EducationField | 0.033 | 0.126 | 0.110 | 0.065 | 0.071 | 0.075 | 0.063 | 0.102 | 0.105 | 0.117 | 0.073 | 0.101 | 0.114 | 0.079 | 0.089 | 0.048 | 0.372 | 0.107 | 1.000 | 0.114 | 0.105 | 0.094 | 0.131 | 0.269 | 0.088 | 0.075 | 0.035 | 0.050 | 0.089 | 0.114 | 0.096 | 0.103 |
| EnvironmentSatisfaction | 0.040 | 0.023 | 0.116 | 0.073 | 0.078 | 0.111 | 0.085 | 0.077 | 0.107 | 0.095 | 0.111 | 0.086 | 0.071 | 0.103 | 0.088 | 0.068 | 0.077 | 0.048 | 0.114 | 1.000 | 0.035 | 0.116 | 0.089 | 0.120 | 0.122 | 0.091 | 0.019 | 0.081 | 0.048 | 0.095 | 0.069 | 0.130 |
| Gender | 0.060 | 0.142 | 0.075 | 0.010 | 0.193 | 0.110 | 0.116 | 0.128 | 0.117 | 0.067 | 0.048 | 0.142 | 0.144 | 0.068 | 0.074 | 0.173 | 0.095 | 0.076 | 0.105 | 0.035 | 1.000 | 0.116 | 0.165 | 0.186 | 0.068 | 0.058 | 0.000 | 0.046 | 0.000 | 0.115 | 0.088 | 0.000 |
| JobInvolvement | 0.019 | 0.081 | 0.057 | 0.051 | 0.101 | 0.114 | 0.051 | 0.151 | 0.107 | 0.103 | 0.100 | 0.085 | 0.091 | 0.102 | 0.082 | 0.080 | 0.050 | 0.094 | 0.094 | 0.116 | 0.116 | 1.000 | 0.075 | 0.070 | 0.031 | 0.019 | 0.056 | 0.082 | 0.063 | 0.079 | 0.069 | 0.000 |
| JobLevel | 0.026 | 0.170 | 0.110 | 0.107 | 0.192 | 0.084 | 0.158 | 0.153 | 0.130 | 0.249 | 0.099 | 0.211 | 0.158 | 0.141 | 0.175 | 0.099 | 0.213 | 0.096 | 0.131 | 0.089 | 0.165 | 0.075 | 1.000 | 0.493 | 0.111 | 0.051 | 0.128 | 0.016 | 0.075 | 0.091 | 0.111 | 0.208 |
| JobRole | 0.030 | 0.125 | 0.068 | 0.091 | 0.121 | 0.070 | 0.106 | 0.121 | 0.126 | 0.199 | 0.108 | 0.152 | 0.119 | 0.075 | 0.129 | 0.156 | 0.772 | 0.098 | 0.269 | 0.120 | 0.186 | 0.070 | 0.493 | 1.000 | 0.084 | 0.102 | 0.109 | 0.070 | 0.091 | 0.095 | 0.161 | 0.245 |
| JobSatisfaction | 0.035 | 0.087 | 0.131 | 0.114 | 0.066 | 0.098 | 0.054 | 0.112 | 0.099 | 0.098 | 0.131 | 0.096 | 0.103 | 0.108 | 0.066 | 0.082 | 0.106 | 0.090 | 0.088 | 0.122 | 0.068 | 0.031 | 0.111 | 0.084 | 1.000 | 0.080 | 0.037 | 0.000 | 0.102 | 0.064 | 0.079 | 0.042 |
| MaritalStatus | 0.000 | 0.108 | 0.093 | 0.103 | 0.100 | 0.164 | 0.106 | 0.095 | 0.116 | 0.130 | 0.089 | 0.095 | 0.114 | 0.081 | 0.154 | 0.027 | 0.000 | 0.071 | 0.075 | 0.091 | 0.058 | 0.019 | 0.051 | 0.102 | 0.080 | 1.000 | 0.000 | 0.082 | 0.104 | 0.418 | 0.089 | 0.152 |
| OverTime | 0.000 | 0.044 | 0.000 | 0.040 | 0.065 | 0.055 | 0.102 | 0.099 | 0.185 | 0.116 | 0.089 | 0.072 | 0.160 | 0.022 | 0.076 | 0.107 | 0.055 | 0.000 | 0.035 | 0.019 | 0.000 | 0.056 | 0.128 | 0.109 | 0.037 | 0.000 | 1.000 | 0.063 | 0.067 | 0.085 | 0.040 | 0.196 |
| PerformanceRating | 0.010 | 0.039 | 0.028 | 0.077 | 0.107 | 0.000 | 0.000 | 0.100 | 0.807 | 0.158 | 0.125 | 0.000 | 0.113 | 0.039 | 0.020 | 0.028 | 0.076 | 0.094 | 0.050 | 0.081 | 0.046 | 0.082 | 0.016 | 0.070 | 0.000 | 0.082 | 0.063 | 1.000 | 0.152 | 0.000 | 0.056 | 0.000 |
| RelationshipSatisfaction | 0.000 | 0.100 | 0.053 | 0.097 | 0.108 | 0.080 | 0.108 | 0.107 | 0.193 | 0.088 | 0.109 | 0.044 | 0.096 | 0.088 | 0.096 | 0.013 | 0.084 | 0.117 | 0.089 | 0.048 | 0.000 | 0.063 | 0.075 | 0.091 | 0.102 | 0.104 | 0.067 | 0.152 | 1.000 | 0.112 | 0.078 | 0.078 |
| StockOptionLevel | 0.025 | 0.074 | 0.111 | 0.114 | 0.047 | 0.122 | 0.133 | 0.043 | 0.138 | 0.095 | 0.059 | 0.079 | 0.099 | 0.073 | 0.096 | 0.066 | 0.031 | 0.050 | 0.114 | 0.095 | 0.115 | 0.079 | 0.091 | 0.095 | 0.064 | 0.418 | 0.085 | 0.000 | 0.112 | 1.000 | 0.069 | 0.177 |
| WorkLifeBalance | 0.049 | 0.081 | 0.112 | 0.118 | 0.061 | 0.096 | 0.075 | 0.083 | 0.118 | 0.100 | 0.110 | 0.092 | 0.090 | 0.070 | 0.111 | 0.083 | 0.152 | 0.061 | 0.096 | 0.069 | 0.088 | 0.069 | 0.111 | 0.161 | 0.079 | 0.089 | 0.040 | 0.056 | 0.078 | 0.069 | 1.000 | 0.017 |
| Attrition | 0.065 | 0.203 | 0.038 | 0.111 | 0.246 | 0.140 | 0.000 | 0.170 | 0.157 | 0.191 | 0.000 | 0.140 | 0.264 | 0.103 | 0.260 | 0.119 | 0.109 | 0.093 | 0.103 | 0.130 | 0.000 | 0.000 | 0.208 | 0.245 | 0.042 | 0.152 | 0.196 | 0.000 | 0.078 | 0.177 | 0.017 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| id | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Attrition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 26 | Travel_Rarely | 450.941476 | Research & Development | 7.601074 | 3 | Medical | 1291 | 4 | Male | 43 | 2 | 1 | Laboratory Technician | 2 | Single | 16307 | 1 | Y | No | 13 | 3 | 3 | 80 | 0 | 1 | 3 | 2 | 11 | 8 | 7 | 0 | 0 |
| 1 | 3 | 47 | Travel_Rarely | 730.235896 | Research & Development | 26.739489 | 3 | Technical Degree | 1587 | 2 | Male | 98 | 2 | 1 | Research Scientist | 1 | Divorced | 9526 | 8 | Y | Yes | 11 | 3 | 3 | 80 | 1 | 20 | 1 | 1 | 5 | 9 | 4 | 4 | 0 |
| 2 | 7 | 26 | Travel_Rarely | 1082.560066 | Human Resources | 7.374739 | 3 | Life Sciences | 1591 | 2 | Male | 84 | 2 | 1 | Human Resources | 2 | Married | 10596 | 8 | Y | No | 18 | 3 | 2 | 80 | 1 | 4 | 3 | 3 | 3 | 2 | 0 | 2 | 0 |
| 3 | 10 | 46 | Travel_Rarely | 706.247579 | Research & Development | 14.791373 | 1 | Medical | 1572 | 1 | Female | 79 | 2 | 1 | Laboratory Technician | 3 | Divorced | 5762 | 0 | Y | Yes | 20 | 4 | 4 | 80 | 1 | 6 | 0 | 1 | 5 | 4 | 7 | 7 | 1 |
| 4 | 11 | 25 | Travel_Rarely | 500.610860 | Research & Development | 2.146966 | 4 | Medical | 981 | 2 | Male | 98 | 3 | 2 | Manufacturing Director | 3 | Divorced | 17068 | 6 | Y | Yes | 14 | 3 | 2 | 80 | 1 | 8 | 3 | 3 | 1 | 0 | 0 | 0 | 0 |
| 5 | 12 | 36 | Non-Travel | 1025.521404 | Human Resources | 1.689570 | 3 | Life Sciences | 1027 | 1 | Male | 48 | 3 | 5 | Research Scientist | 2 | Divorced | 5228 | 2 | Y | No | 16 | 3 | 3 | 80 | 1 | 2 | 2 | 3 | 3 | 2 | 2 | 2 | 0 |
| 6 | 15 | 25 | Travel_Rarely | 810.789599 | Research & Development | 8.455852 | 1 | Life Sciences | 1420 | 4 | Female | 76 | 3 | 1 | Research Scientist | 4 | Married | 6434 | 1 | Y | Yes | 11 | 3 | 4 | 80 | 1 | 10 | 2 | 3 | 5 | 3 | 0 | 8 | 0 |
| 7 | 20 | 37 | Travel_Frequently | 672.328336 | Research & Development | 28.593554 | 5 | Medical | 635 | 4 | Male | 34 | 3 | 2 | Sales Executive | 3 | Married | 4936 | 1 | Y | No | 20 | 4 | 2 | 80 | 2 | 17 | 3 | 4 | 3 | 2 | 0 | 3 | 0 |
| 8 | 21 | 37 | Travel_Rarely | 350.271536 | Sales | 25.328335 | 3 | Technical Degree | 1798 | 2 | Female | 57 | 1 | 2 | Sales Executive | 2 | Single | 2011 | 8 | Y | Yes | 22 | 4 | 3 | 80 | 0 | 6 | 3 | 3 | 3 | 2 | 2 | 0 | 1 |
| 9 | 23 | 17 | Travel_Rarely | 517.111386 | Sales | 6.342931 | 2 | Marketing | 28 | 3 | Male | 85 | 2 | 1 | Sales Representative | 3 | Single | 6434 | 1 | Y | Yes | 24 | 3 | 1 | 80 | 0 | 4 | 2 | 3 | 2 | 2 | 0 | 2 | 1 |
| id | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Attrition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1190 | 1976 | 46 | Travel_Rarely | 390.878064 | Sales | 2.515996 | 5 | Technical Degree | 120 | 2 | Male | 64 | 3 | 2 | Sales Executive | 2 | Married | 5677 | 1 | Y | No | 22 | 3 | 2 | 80 | 0 | 11 | 3 | 3 | 9 | 8 | 0 | 3 | 0 |
| 1191 | 1980 | 18 | Travel_Rarely | 867.979366 | Sales | 7.486453 | 4 | Medical | 1669 | 1 | Male | 48 | 3 | 1 | Sales Representative | 3 | Married | 5561 | 4 | Y | Yes | 19 | 3 | 1 | 80 | 1 | 4 | 2 | 2 | 1 | 2 | 0 | 0 | 1 |
| 1192 | 1984 | 18 | Travel_Rarely | 763.515135 | Sales | 6.228864 | 2 | Medical | 1138 | 1 | Male | 45 | 2 | 1 | Sales Representative | 1 | Divorced | 2376 | 1 | Y | No | 13 | 3 | 4 | 80 | 0 | 1 | 2 | 2 | 5 | 2 | 1 | 2 | 1 |
| 1193 | 1986 | 34 | Travel_Rarely | 1025.887963 | Sales | 2.075520 | 4 | Marketing | 207 | 3 | Female | 30 | 3 | 2 | Sales Executive | 1 | Divorced | 6781 | 0 | Y | No | 19 | 3 | 3 | 80 | 0 | 10 | 2 | 3 | 6 | 7 | 1 | 7 | 0 |
| 1194 | 1987 | 37 | Non-Travel | 416.576646 | Research & Development | 1.660932 | 3 | Medical | 1071 | 3 | Male | 79 | 3 | 2 | Research Director | 3 | Single | 4789 | 1 | Y | No | 17 | 3 | 2 | 80 | 0 | 5 | 3 | 3 | 5 | 3 | 1 | 3 | 0 |
| 1195 | 1988 | 49 | Travel_Rarely | 969.251891 | Research & Development | 13.243579 | 2 | Medical | 1587 | 4 | Male | 67 | 3 | 5 | Research Director | 4 | Married | 5098 | 8 | Y | No | 18 | 3 | 2 | 80 | 0 | 33 | 3 | 2 | 3 | 2 | 1 | 2 | 0 |
| 1196 | 1994 | 37 | Travel_Frequently | 437.940367 | Research & Development | 2.339438 | 1 | Other | 137 | 4 | Male | 82 | 3 | 2 | Manufacturing Director | 4 | Married | 6434 | 1 | Y | Yes | 11 | 3 | 4 | 80 | 0 | 6 | 5 | 2 | 9 | 2 | 0 | 8 | 0 |
| 1197 | 1996 | 40 | Non-Travel | 978.883360 | Human Resources | 10.214979 | 3 | Life Sciences | 1587 | 3 | Male | 40 | 2 | 3 | Healthcare Representative | 3 | Divorced | 3339 | 1 | Y | No | 12 | 3 | 2 | 80 | 1 | 19 | 2 | 3 | 14 | 9 | 9 | 9 | 0 |
| 1198 | 1997 | 37 | Travel_Frequently | 170.494984 | Sales | 2.639879 | 2 | Marketing | 120 | 1 | Male | 93 | 4 | 2 | Sales Executive | 4 | Divorced | 2011 | 0 | Y | No | 16 | 3 | 1 | 80 | 2 | 6 | 5 | 3 | 3 | 2 | 0 | 3 | 0 |
| 1199 | 1998 | 26 | Travel_Rarely | 72.733977 | Research & Development | 28.016088 | 2 | Life Sciences | 215 | 1 | Female | 97 | 2 | 2 | Healthcare Representative | 2 | Divorced | 4789 | 2 | Y | No | 12 | 3 | 1 | 80 | 1 | 7 | 2 | 2 | 2 | 2 | 2 | 2 | 1 |